{"id":"W2894118417","doi":"10.3390/geosciences8100360","title":"Synchrotron-Based Micro-CT Investigation of Oxic Corrosion of Copper-Coated Carbon Steel for Potential Use in a Deep Geological Repository for Used Nuclear Fuel","year":2018,"lang":"en","type":"article","venue":"Geosciences","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization; Western University","funders":"Argonne National Laboratory; Office of Science; Nuclear Waste Management Organization; U.S. Department of Energy","keywords":"Corrosion; Materials science; Coating; Metallurgy; Carbon steel; Deposition (geology); Copper; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006064121,0.0001257758,0.000249427,0.0001566809,0.0001526951,0.00004976174,0.0002261195,0.00008303668,0.0000297137],"category_scores_gemma":[0.0001553315,0.0001048864,0.00008229825,0.0002674314,0.0008780278,0.0002422624,0.00004723981,0.00004351131,0.000001603922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000475735,"about_ca_system_score_gemma":0.0001190766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006443943,"about_ca_topic_score_gemma":0.0002108935,"domain_scores_codex":[0.99843,0.00009996024,0.0004934135,0.0003995726,0.0003017588,0.0002753173],"domain_scores_gemma":[0.9990035,0.0001393305,0.0003322612,0.0001990369,0.000261036,0.0000648834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002187799,0.00008382095,0.01661279,0.00005214015,1.591407e-7,8.800475e-7,0.0002207862,0.00009274606,0.9826183,0.0000259016,0.00004341224,0.00003022692],"study_design_scores_gemma":[0.0008584294,0.001132759,0.02179562,0.0001014116,0.00001990508,0.00000413479,0.000178689,0.02600387,0.9496823,0.00007914527,0.00001706746,0.0001266861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970138,0.00002319235,0.001511262,0.00004354622,0.0005877792,0.0007286654,0.00004949431,0.00003298693,0.000009239851],"genre_scores_gemma":[0.9965257,0.000002026077,0.003285393,0.00004623499,0.00004155787,0.00005166058,0.0000173986,0.000008652596,0.00002139486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03293607,"threshold_uncertainty_score":0.4277144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650257505784243,"score_gpt":0.2514763237414425,"score_spread":0.2249737486836,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}